Part I — Why Knowing No Longer Governs Outcomes

Part I establishes the book's central diagnosis: modern systems can become more informed while becoming less corrigible. As knowledge improves, confidence scales, commitments harden, and corrective loops weaken under pressure.

These chapters do not argue against intelligence, data, or planning. They show why those tools no longer guarantee responsible action when reversal becomes socially and structurally expensive.

The argument here is foundational rather than prescriptive. By the end of Part I, the reader should see why post-certainty systems need disciplines designed not for permanent correctness, but for survivable error and timely correction.